{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d480935d-247c-4ffd-a984-38cbe8967270",
   "metadata": {},
   "source": [
    "# Figure 3: Flux likelihood contours\n",
    "In this notebook, we provide the code to reproduce Figure 3 of the paper \"Evidence for Neutrino Emission from X-ray Bright Active Galactic Nuclei with IceCube\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c77ae07c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "import numpy as np\n",
    "from scipy.stats import chi2\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "from matplotlib import colormaps\n",
    "\n",
    "plt.rcParams.update({\n",
    "    'text.usetex': True, # Comment out if matplotlib complains\n",
    "    'font.family': 'serif',\n",
    "    'font.size': 12,\n",
    "    'text.latex.preamble': r'\\usepackage{newtxtext,newtxmath}', # Comment out if matplotlib complains\n",
    "    'axes.labelsize': 'x-large',\n",
    "    'axes.labelpad':10,\n",
    "    'lines.linewidth': 3,\n",
    "    'lines.markersize': 10,\n",
    "    'xtick.labelsize':'x-large',\n",
    "    'ytick.labelsize':'x-large',\n",
    "    'legend.fontsize': 'x-large',\n",
    "    'legend.frameon': False,\n",
    "})\n",
    "\n",
    "# Define colormap\n",
    "llh_map = mpl.colormaps['ocean'].resampled(8)\n",
    "cmaplist = [llh_map(i) for i in range(llh_map.N)]\n",
    "cmaplist = cmaplist[2:]\n",
    "llh_map = LinearSegmentedColormap.from_list('mcm', cmaplist, 256)\n",
    "llh_map.set_gamma(.5)\n",
    "\n",
    "# Define analysis colors\n",
    "paired_colors = colormaps[\"Paired\"]\n",
    "colors = paired_colors(np.linspace(0, 1, 12))\n",
    "prl_color = colors[0]\n",
    "science_color = colors[6]\n",
    "thiswork_color = colors[1]\n",
    "\n",
    "GeV2TeV = 1e-3\n",
    "plot_scaling = 1e11  # To convert fluxes from 1e-11 to ~ unity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8ea49c21-d561-44b8-8fd0-f1562bbad343",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the likelihood scans in the flux parameter space for the different analyses\n",
    "\n",
    "# PRL 2020 LLH scan\n",
    "data_prl2020 = np.loadtxt(\n",
    "    \"ngc1068_llh_scan_prl2020.csv\", delimiter=','\n",
    ")\n",
    "\n",
    "# Science 2022 LLH scan\n",
    "with open(\n",
    "    \"ngc1068_llh_scan_science2022.pkl\", \"rb\",) as ifile:\n",
    "    data_science = pickle.load(ifile)\n",
    "\n",
    "# LLH scan obtained in this work\n",
    "with open(\"ngc1068_llh_scan_thiswork.pkl\", \"rb\") as ifile:\n",
    "    data_thiswork = pickle.load(ifile)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cec2abbe-04e5-4fa3-b3b4-7e7df8bcdc1a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 750x275 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot\n",
    "fig = plt.figure(figsize=(7.5,2.75))\n",
    "ax = fig.add_axes((0.0, 0.0, 0.45, 0.88))\n",
    "ax2 = fig.add_axes((0.0, 1.03, 0.43, 0.06)) #colorbar\n",
    "ax3 = fig.add_axes((0.55, 0.0, 0.45, 0.88))\n",
    "\n",
    "\n",
    "\n",
    "# LEFT PANEL: LLH scan and confidence intervals of this work\n",
    "\n",
    "# The DeltaTS follows a chi2 distribution with 2 dof\n",
    "# Note that we plot -2 delta logLambda and the value saved as \"ts\" is the LH ratio (needs the factor 2)\n",
    "Z = 2 * (np.max(data_thiswork[\"ts\"]) - data_thiswork[\"ts\"])\n",
    "cbar = ax.contourf(\n",
    "    data_thiswork[\"gamma\"], data_thiswork[\"phi0\"] / GeV2TeV * plot_scaling, Z,\n",
    "    levels=np.linspace(0, 16, 1000),\n",
    "    vmax=16, cmap=llh_map,\n",
    ")\n",
    "\n",
    "# Plot colorbar\n",
    "m = plt.cm.ScalarMappable(cmap=llh_map)\n",
    "m.set_array(Z)\n",
    "m.set_clim(0.0, 16.0)\n",
    "cb = fig.colorbar(m, cax=ax2, orientation=\"horizontal\")\n",
    "\n",
    "# Plot best-fit and contours\n",
    "ax.scatter(\n",
    "    data_thiswork[\"bf\"][1], data_thiswork[\"bf\"][0] / GeV2TeV * plot_scaling,\n",
    "    color='w', edgecolor='k', marker=\"X\", s=120, lw=.1, label=\"This work\",\n",
    ")\n",
    "# Select central 68% and 95% probability mass of a 1D Gaussian\n",
    "contours = [chi2.isf(0.32, 2), chi2.isf(0.05, 2)]\n",
    "contour = ax.contour(\n",
    "    data_thiswork[\"gamma\"], data_thiswork[\"phi0\"] / GeV2TeV * plot_scaling, Z,\n",
    "    levels=contours, colors=['w', 'w'],\n",
    "    linestyles=[\"-\", \"--\"], vmax=16,\n",
    ")\n",
    "ax.clabel(\n",
    "    contour,\n",
    "    fmt={chi2.isf(0.32, 2): r\"68\\%\", chi2.isf(0.05, 2): r\"95\\%\"},\n",
    "    inline=1, inline_spacing=2, fontsize=16,\n",
    ")\n",
    "\n",
    "\n",
    "\n",
    "# RIGHT PANEL: Contour comparison with previous results\n",
    "\n",
    "# PRL 2020 LLH contour\n",
    "# Prepare the data\n",
    "dat = 2 * data_prl2020\n",
    "dat -= np.amin(dat)\n",
    "min_idx = np.argmin(dat.T)\n",
    "\n",
    "# Define flux and gamma grid\n",
    "# These values have been used to generate the LLH scan and must not be changed.\n",
    "nbins = 100\n",
    "flux_low, flux_high = 1.0e-12, 3.0e-10\n",
    "gamma_low, gamma_high = 2.0, 4.0\n",
    "edges_x = np.linspace(gamma_low, gamma_high, nbins + 1)\n",
    "edges_y = np.logspace(np.log10(flux_low), np.log10(flux_high), nbins + 1)\n",
    "centers_x = 0.5 * (edges_x[1:] + edges_x[:-1])\n",
    "centers_y = 0.5 * (edges_y[1:] + edges_y[:-1])\n",
    "X, Y = np.meshgrid(centers_x, centers_y)\n",
    "\n",
    "# Plot best-fit and 68% contour \n",
    "ax3.scatter(\n",
    "    [X.flatten()[min_idx]], [Y.flatten()[min_idx] * plot_scaling],\n",
    "    marker=\"o\", lw=0.5, facecolors=prl_color, edgecolors=\"w\",\n",
    "    label=\"PRL 2020\", zorder=100,\n",
    ")\n",
    "ax3.contour(\n",
    "    X, Y * plot_scaling, dat.T,\n",
    "    levels=[contours[0]],\n",
    "    linestyles=[\"-\"], colors=[prl_color],\n",
    "    vmax=16, zorder=90,\n",
    ")\n",
    "\n",
    "\n",
    "# Science 2022 LLH contour\n",
    "# Plot best-fit and 68% contour\n",
    "ax3.scatter(\n",
    "    data_science[\"bf\"][1], data_science[\"bf\"][0] / GeV2TeV * plot_scaling,\n",
    "    marker=\"s\", lw=0.5, facecolors=science_color, edgecolors=\"w\",\n",
    "    label=\"Science 2022\", zorder=100,\n",
    ")\n",
    "ax3.contour(\n",
    "    data_science[\"gamma\"],\n",
    "    data_science[\"phi0\"] / GeV2TeV * plot_scaling,\n",
    "    2 * (np.max(data_science[\"ts\"]) - data_science[\"ts\"]),\n",
    "    levels=[contours[0]], colors=science_color,\n",
    "    linestyles=[\"-\"], vmax=16, zorder=90,\n",
    ")\n",
    "\n",
    "\n",
    "# This analysis LLH contour\n",
    "# Plot best-fit and 68% contour\n",
    "ax3.scatter(\n",
    "    data_thiswork[\"bf\"][1], data_thiswork[\"bf\"][0] / GeV2TeV * plot_scaling,\n",
    "    marker=\"X\", lw=0.5, facecolors=thiswork_color,  edgecolors=\"w\",\n",
    "    label=\"This work\", zorder=100,\n",
    ")\n",
    "cont = ax3.contour(\n",
    "    data_thiswork[\"gamma\"],\n",
    "    data_thiswork[\"phi0\"] / GeV2TeV * plot_scaling,\n",
    "    2 * (np.max(data_thiswork[\"ts\"]) - data_thiswork[\"ts\"]),\n",
    "    levels=[contours[0]], colors=thiswork_color,\n",
    "    linestyles=[\"-\"], vmax=16, zorder=90,\n",
    ")\n",
    "ax3.clabel(cont, fmt={contours[0]: r\"68\\%\"}, inline=1, inline_spacing=.5, fontsize=16)\n",
    "\n",
    "# Other plot settings\n",
    "cb.ax.xaxis.set_ticks_position(\"top\")\n",
    "cb.ax.xaxis.set_label_position(\"top\")\n",
    "cb.set_label(label=r\"$-2 \\times \\Delta \\log \\Lambda$\", labelpad=15)\n",
    "ax2.tick_params(axis=\"x\", which=\"major\", pad=2)\n",
    "\n",
    "ax.set_ylim(0.1, 10.2)\n",
    "ax.set_xlim(2.45, 4.35)\n",
    "ax.grid(which='major', ls=':', lw=1, zorder=0)\n",
    "ax.set_xlabel(r\"Spectral Index $\\gamma$\")\n",
    "ax.set_ylabel(\n",
    "    r\"$\\phi^{1\\,\\mathrm{TeV}}_{\\nu_{\\mu}+\\bar{\\nu}_{\\mu}}\\,$[$10^{-11}\\,$TeV$^{-1}\\,$cm$^{-2}\\,$s$^{-1}$]\"\n",
    ")\n",
    "\n",
    "ax3.set_ylim(0.1, 8.2)\n",
    "ax3.set_xlim(2.6, 4.1)\n",
    "ax3.grid(which='major', ls=':', lw=1, zorder=0)\n",
    "ax3.set_xlabel(r\"Spectral Index $\\gamma$\")\n",
    "ax3.legend(loc=\"lower center\", bbox_to_anchor=(0.5, 1.04), handletextpad=1)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a2d11c58",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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